基于python的scrapy爬虫抓取京东商品信息
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这是上的第二节爬虫课程的课后作业:抓取京东某类商品的信息,这里我选择了手机品类。
使用scrapy爬虫框架,需要编写和设置的文件主要有phone.py , pipelines.py , items.py , settings.py , 其中主要编写的是前两个文件,最后一个文件主要设置破解反爬方法。
phone.py编写程序如下:
import scrapy from scrapy.http import Request from jd_phone.items import JdPhoneItem import re import urllib.request class PhoneSpider(scrapy.Spider): name = "phone" allowed_domains = ["jd.com"] start_urls = [‘http://jd.com/‘] #获取商品手机100页网址 def parse(self, response): for i in range(1, 100): url = "https://search.jd.com/Search?keyword=手机&enc=utf-8&page="+str(i*2-1) yield Request(url=url,callback=self.product_url) #获取每页商品链接 def product_url(self, response): urls = response.xpath(‘//div[@class="p-name p-name-type-2"]/a[@target="_blank"]/@href‘).extract() for i in urls: url = response.urljoin(i) yield Request(url=url, callback=self.product) #获取商品的链接,名称,价格,评论数 def product(self, response): #获取标题 #title = response.xpath("//li[@class=‘img-hover‘]/img/@alt").extract()#部分网页不行 title = response.xpath("//img/@alt").extract() #获取id号,用来构造价格和评论的链接 pattern = r"(\d+)\.html$" id = re.findall(pattern, response.url) #得到价格 priceUrl = "https://p.3.cn/prices/mgets?&skuIds=J_"+str(id[0]) priceData = urllib.request.urlopen(priceUrl).read().decode("utf-8", "ignore") patt = r‘"p":"(\d+\.\d+)"‘ price = re.findall(patt, priceData) #得到评论数 commentUrl = "https://club.jd.com/comment/productCommentSummaries.action?referenceIds="+str(id[0]) commentData = urllib.request.urlopen(commentUrl).read().decode("utf-8", "ignore") patt1 = r‘"CommentCount":(\d+),‘ comment = re.findall(patt1, commentData) item = JdPhoneItem() item["url"] = response.url item["title"] = title[0] item["price"] = price[0] item["comment"] = comment[0] yield item
pipelines.py编写程序如下:
import pymysql.cursors class JdPhonePipeline(object): #连接登陆mysql,新建数据表 def __init__(self): self.conn=pymysql.connect(host="127.0.0.1", user="root", passwd="123456", charset=‘utf8mb4‘, cursorclass=pymysql.cursors.DictCursor) cur = self.conn.cursor() cur.execute("CREATE DATABASE jd") cur.execute("USE jd") cur.execute("CREATE TABLE phone (id INT PRIMARY KEY AUTO_INCREMENT,url VARCHAR(50),title VARCHAR(50),price VARCHAR(10),comment VARCHAR(10))") #mysql写入 def process_item(self, item, spider): try: url = item["url"] title = item["title"] price = item["price"] comment = item["comment"] cur = self.conn.cursor() sql = "INSERT INTO phone (url, title, price, comment) VALUES (‘"+url+"‘,‘"+title+"‘,‘"+price+"‘,‘"+comment+"‘)" cur.execute(sql) self.conn.commit() return item except Exception as err: print(err) #关闭连接 def close_spider(self): self.conn.close()
items.py编写程序如下:
import scrapy class JdPhoneItem(scrapy.Item): # define the fields for your item here like: # name = scrapy.Field() url = scrapy.Field() title = scrapy.Field() price = scrapy.Field() comment = scrapy.Field()
另外不忘settings.py设置常规破解反爬方法。
这个爬虫项目主要学习了:
网页源代码屏蔽数据的获取,使用F12开发人员调试工具获取屏蔽信息的网址,通过下载网址读取数据匹配所需信息。
将抓取的数据写入mysql中。
要将mysql数据写进本地csv文件,使用如下方法
mysql> select * from phone
--> into outfile‘c:/ProgramData/MySQL/MySQL Server 5.7/Uploads/phone.csv‘
--> fields terminated by ‘,‘ optionally
--> enclosed by ‘"‘ escaped by ‘"‘
--> lines terminated by ‘\n‘;
解决导出csv中文乱码的问题,将phone.csv复制到桌面,用记事本打开,然后另存为,选择utf8编码。
如果是要将csv数据写进mysql,使用如下方法(先要创建对应数据表)
mysql> load data infile ‘c:/ProgramData/MySQL/MySQL Server 5.7/Uploads/phone.csv‘
--> into table phone1
--> fields terminated by ‘,‘ optionally
--> enclosed by ‘"‘ escaped by ‘"‘
--> lines terminated by ‘\n‘;
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